# Import modules.
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import xgboost as xgb

from sklearn.model_selection import train_test_split
from sklearn import metrics
from sklearn import svm
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import accuracy_score, confusion_matrix, classification_report
from sklearn.metrics import plot_confusion_matrix
from sklearn.model_selection import StratifiedKFold
from sklearn.model_selection import KFold
from sklearn.model_selection import cross_val_score
from sklearn.model_selection import GridSearchCV

from mlxtend.frequent_patterns import apriori
from mlxtend.frequent_patterns import fpgrowth
from mlxtend.frequent_patterns import association_rules
from mlxtend.preprocessing import TransactionEncoder
from mlxtend.plotting import plot_confusion_matrix

from catboost import CatBoostClassifier, Pool

import warnings; warnings.filterwarnings('ignore')


# Set default asthetic parameters.
sns.set()

# Dataset downloaded from this website and saved to Olist_Dataset folder in Documents
#data_source = 'https://www.kaggle.com/olistbr/brazilian-ecommerce'

# Load orders dataset.
orders = pd.read_csv(r"C:\Users\KSAIJ\Documents\Data Projects\Market Basket Analysis\Olist_Dataset\olist_order_items_dataset.csv")


# Load products items dataset.
products = pd.read_csv(r"C:\Users\KSAIJ\Documents\Data Projects\Market Basket Analysis\Olist_Dataset\olist_products_dataset.csv")

# Load translations dataset.
translations = pd.read_csv(r"C:\Users\KSAIJ\Documents\Data Projects\Market Basket Analysis\Olist_Dataset\product_category_name_translation.csv")

# Print orders header.
orders.head()

	order_id	order_item_id	product_id	seller_id	shipping_limit_date	price	freight_value
0	00010242fe8c5a6d1ba2dd792cb16214	1	4244733e06e7ecb4970a6e2683c13e61	48436dade18ac8b2bce089ec2a041202	2017-09-19 9:45	58.90	13.29
1	00018f77f2f0320c557190d7a144bdd3	1	e5f2d52b802189ee658865ca93d83a8f	dd7ddc04e1b6c2c614352b383efe2d36	2017-05-03 11:05	239.90	19.93
2	000229ec398224ef6ca0657da4fc703e	1	c777355d18b72b67abbeef9df44fd0fd	5b51032eddd242adc84c38acab88f23d	2018-01-18 14:48	199.00	17.87
3	00024acbcdf0a6daa1e931b038114c75	1	7634da152a4610f1595efa32f14722fc	9d7a1d34a5052409006425275ba1c2b4	2018-08-15 10:10	12.99	12.79
4	00042b26cf59d7ce69dfabb4e55b4fd9	1	ac6c3623068f30de03045865e4e10089	df560393f3a51e74553ab94004ba5c87	2017-02-13 13:57	199.90	18.14

# Print orders info.
orders.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 112650 entries, 0 to 112649
Data columns (total 7 columns):
 #   Column               Non-Null Count   Dtype  
---  ------               --------------   -----  
 0   order_id             112650 non-null  object 
 1   order_item_id        112650 non-null  int64  
 2   product_id           112650 non-null  object 
 3   seller_id            112650 non-null  object 
 4   shipping_limit_date  112650 non-null  object 
 5   price                112650 non-null  float64
 6   freight_value        112650 non-null  float64
dtypes: float64(2), int64(1), object(4)
memory usage: 6.0+ MB

# Print products header.
products.head()

	product_id	product_category_name	product_name_lenght	product_description_lenght	product_photos_qty	product_weight_g	product_length_cm	product_height_cm	product_width_cm
0	1e9e8ef04dbcff4541ed26657ea517e5	perfumaria	40.0	287.0	1.0	225.0	16.0	10.0	14.0
1	3aa071139cb16b67ca9e5dea641aaa2f	artes	44.0	276.0	1.0	1000.0	30.0	18.0	20.0
2	96bd76ec8810374ed1b65e291975717f	esporte_lazer	46.0	250.0	1.0	154.0	18.0	9.0	15.0
3	cef67bcfe19066a932b7673e239eb23d	bebes	27.0	261.0	1.0	371.0	26.0	4.0	26.0
4	9dc1a7de274444849c219cff195d0b71	utilidades_domesticas	37.0	402.0	4.0	625.0	20.0	17.0	13.0

# Print products info.
products.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 32951 entries, 0 to 32950
Data columns (total 9 columns):
 #   Column                      Non-Null Count  Dtype  
---  ------                      --------------  -----  
 0   product_id                  32951 non-null  object 
 1   product_category_name       32341 non-null  object 
 2   product_name_lenght         32341 non-null  float64
 3   product_description_lenght  32341 non-null  float64
 4   product_photos_qty          32341 non-null  float64
 5   product_weight_g            32949 non-null  float64
 6   product_length_cm           32949 non-null  float64
 7   product_height_cm           32949 non-null  float64
 8   product_width_cm            32949 non-null  float64
dtypes: float64(7), object(2)
memory usage: 2.3+ MB

# Print translations header.
translations.head()

	product_category_name	product_category_name_english
0	beleza_saude	health_beauty
1	informatica_acessorios	computers_accessories
2	automotivo	auto
3	cama_mesa_banho	bed_bath_table
4	moveis_decoracao	furniture_decor

# Print translations info.
translations.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 71 entries, 0 to 70
Data columns (total 2 columns):
 #   Column                         Non-Null Count  Dtype 
---  ------                         --------------  ----- 
 0   product_category_name          71 non-null     object
 1   product_category_name_english  71 non-null     object
dtypes: object(2)
memory usage: 1.2+ KB

The product names are given in Portuguese, so translations DataFrame is created to translate the names to English.

# Translate product names to English.
products = products.merge(translations, on='product_category_name', how="left")

# Print English names.
products['product_category_name_english']

0                        perfumery
1                              art
2                   sports_leisure
3                             baby
4                       housewares
                   ...            
32946              furniture_decor
32947    construction_tools_lights
32948               bed_bath_table
32949        computers_accessories
32950               bed_bath_table
Name: product_category_name_english, Length: 32951, dtype: object

products.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 32951 entries, 0 to 32950
Data columns (total 10 columns):
 #   Column                         Non-Null Count  Dtype  
---  ------                         --------------  -----  
 0   product_id                     32951 non-null  object 
 1   product_category_name          32341 non-null  object 
 2   product_name_lenght            32341 non-null  float64
 3   product_description_lenght     32341 non-null  float64
 4   product_photos_qty             32341 non-null  float64
 5   product_weight_g               32949 non-null  float64
 6   product_length_cm              32949 non-null  float64
 7   product_height_cm              32949 non-null  float64
 8   product_width_cm               32949 non-null  float64
 9   product_category_name_english  32328 non-null  object 
dtypes: float64(7), object(3)
memory usage: 2.8+ MB

products.isnull().sum()

product_id                         0
product_category_name            610
product_name_lenght              610
product_description_lenght       610
product_photos_qty               610
product_weight_g                   2
product_length_cm                  2
product_height_cm                  2
product_width_cm                   2
product_category_name_english    623
dtype: int64

As product names are not available, converting product IDs to product category names will simplify the analysis, since there are fewer categories than products.

# Define product category name in orders DataFrame.
orders = orders.merge(products[['product_id','product_category_name_english']], on='product_id', how='left')

# Print orders header.
orders.head()

	order_id	order_item_id	product_id	seller_id	shipping_limit_date	price	freight_value	product_category_name_english
0	00010242fe8c5a6d1ba2dd792cb16214	1	4244733e06e7ecb4970a6e2683c13e61	48436dade18ac8b2bce089ec2a041202	2017-09-19 9:45	58.90	13.29	cool_stuff
1	00018f77f2f0320c557190d7a144bdd3	1	e5f2d52b802189ee658865ca93d83a8f	dd7ddc04e1b6c2c614352b383efe2d36	2017-05-03 11:05	239.90	19.93	pet_shop
2	000229ec398224ef6ca0657da4fc703e	1	c777355d18b72b67abbeef9df44fd0fd	5b51032eddd242adc84c38acab88f23d	2018-01-18 14:48	199.00	17.87	furniture_decor
3	00024acbcdf0a6daa1e931b038114c75	1	7634da152a4610f1595efa32f14722fc	9d7a1d34a5052409006425275ba1c2b4	2018-08-15 10:10	12.99	12.79	perfumery
4	00042b26cf59d7ce69dfabb4e55b4fd9	1	ac6c3623068f30de03045865e4e10089	df560393f3a51e74553ab94004ba5c87	2017-02-13 13:57	199.90	18.14	garden_tools

orders.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 112650 entries, 0 to 112649
Data columns (total 8 columns):
 #   Column                         Non-Null Count   Dtype  
---  ------                         --------------   -----  
 0   order_id                       112650 non-null  object 
 1   order_item_id                  112650 non-null  int64  
 2   product_id                     112650 non-null  object 
 3   seller_id                      112650 non-null  object 
 4   shipping_limit_date            112650 non-null  object 
 5   price                          112650 non-null  float64
 6   freight_value                  112650 non-null  float64
 7   product_category_name_english  111023 non-null  object 
dtypes: float64(2), int64(1), object(5)
memory usage: 7.7+ MB

orders.isnull().sum()

order_id                            0
order_item_id                       0
product_id                          0
seller_id                           0
shipping_limit_date                 0
price                               0
freight_value                       0
product_category_name_english    1627
dtype: int64

## NaN values as % of total observations
orders.isnull().sum()*100/len(orders)

order_id                         0.000000
order_item_id                    0.000000
product_id                       0.000000
seller_id                        0.000000
shipping_limit_date              0.000000
price                            0.000000
freight_value                    0.000000
product_category_name_english    1.444296
dtype: float64

# Drop products without a defined category.
orders.dropna(inplace=True, subset=['product_category_name_english'])

orders.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 111023 entries, 0 to 112649
Data columns (total 8 columns):
 #   Column                         Non-Null Count   Dtype  
---  ------                         --------------   -----  
 0   order_id                       111023 non-null  object 
 1   order_item_id                  111023 non-null  int64  
 2   product_id                     111023 non-null  object 
 3   seller_id                      111023 non-null  object 
 4   shipping_limit_date            111023 non-null  object 
 5   price                          111023 non-null  float64
 6   freight_value                  111023 non-null  float64
 7   product_category_name_english  111023 non-null  object 
dtypes: float64(2), int64(1), object(5)
memory usage: 7.6+ MB

orders.drop(['seller_id', 'shipping_limit_date', 'freight_value'], axis=1, inplace=True)

orders.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 111023 entries, 0 to 112649
Data columns (total 5 columns):
 #   Column                         Non-Null Count   Dtype  
---  ------                         --------------   -----  
 0   order_id                       111023 non-null  object 
 1   order_item_id                  111023 non-null  int64  
 2   product_id                     111023 non-null  object 
 3   price                          111023 non-null  float64
 4   product_category_name_english  111023 non-null  object 
dtypes: float64(1), int64(1), object(3)
memory usage: 5.1+ MB

# Print number of unique items.
len(orders['product_id'].unique())

32328

# Print number of unique categories.
len(orders['product_category_name_english'].unique())

71

Performing "aggregation" up to the product category level reduces the number of potential itemsets from 2(e32328) to 2(e71).

I will perform Market Basket Analysis on transactions. A transaction consists of the unique items purchased by a customer. Extract transactions from orders DataFrame using groupby all items in an order and list of unique values.

# Recover transaction itemsets from orders DataFrame.
transactions = orders.groupby("order_id").product_category_name_english.unique()

# Print transactions header.
transactions.head()

order_id
00010242fe8c5a6d1ba2dd792cb16214         [cool_stuff]
00018f77f2f0320c557190d7a144bdd3           [pet_shop]
000229ec398224ef6ca0657da4fc703e    [furniture_decor]
00024acbcdf0a6daa1e931b038114c75          [perfumery]
00042b26cf59d7ce69dfabb4e55b4fd9       [garden_tools]
Name: product_category_name_english, dtype: object

type(transactions)

pandas.core.series.Series

# Plot 40 largest categories of transactions.
transactions.value_counts()[:40].plot(kind='bar', figsize=(18,10))

<matplotlib.axes._subplots.AxesSubplot at 0x1ac73f8d4c8>

len(transactions)

97256

 # Count number of unique item categories for each transaction.
counts = [len(transaction) for transaction in transactions]

# Print maximum number of items in a transaction.
np.max(counts)

3

transactions = list(transactions)

print(*transactions, sep = ", ")

['cool_stuff'], ['pet_shop'], ['furniture_decor'], ['perfumery'], ['garden_tools'], ['housewares'], ['telephony'], ['garden_tools'], ['health_beauty'], ['books_technical'], ['health_beauty'], ['fashion_bags_accessories'], ['bed_bath_table'], ['garden_tools'], ['sports_leisure'], ['consoles_games'], ['perfumery'], ['sports_leisure'], ['cool_stuff'], ['bed_bath_table'], ['telephony'], ['office_furniture'], ['fashion_bags_accessories'], ['cool_stuff'], ['sports_leisure'], ['luggage_accessories'], ['furniture_decor'], ['food'], ['furniture_decor'], ['agro_industry_and_commerce'], ['furniture_decor'], ['sports_leisure'], ['telephony'], ['electronics'], ['bed_bath_table'], ['garden_tools'], ['computers_accessories'], ['cool_stuff'], ['furniture_decor'], ['electronics'], ['construction_tools_construction'], ['computers_accessories'], ['bed_bath_table'], ['health_beauty'], ['pet_shop'], ['bed_bath_table'], ['computers_accessories'], ['health_beauty'], ['furniture_decor'], ['furniture_decor'], ['audio'], ['sports_leisure'], ['books_technical'], ['baby'], ['computers_accessories'], ['sports_leisure'], ['computers_accessories'], ['telephony'], ['cool_stuff'], ['telephony'], ['furniture_decor'], ['telephony'], ['construction_tools_lights'], ['perfumery'], ['health_beauty'], ['toys'], ['furniture_decor'], ['cool_stuff'], ['stationery'], ['housewares'], ['perfumery'], ['furniture_decor'], ['bed_bath_table'], ['consoles_games' 'toys'], ['housewares'], ['baby'], ['housewares'], ['industry_commerce_and_business'], ['housewares'], ['luggage_accessories'], ['toys'], ['pet_shop'], ['bed_bath_table'], ['garden_tools'], ['health_beauty'], ['bed_bath_table'], ['cool_stuff'], ['furniture_decor'], ['office_furniture'], ['toys'], ['sports_leisure'], ['perfumery'], ['sports_leisure'], ['housewares'], ['construction_tools_construction'], ['housewares'], ['computers_accessories'], ['watches_gifts'], ['health_beauty'], ['telephony'], ['computers_accessories'], ['watches_gifts'], ['watches_gifts'], ['computers_accessories'], ['furniture_decor'], ['watches_gifts'], ['housewares'], ['electronics'], ['health_beauty'], ['auto'], ['consoles_games'], ['furniture_decor'], ['garden_tools'], ['health_beauty'], ['telephony'], ['perfumery'], ['stationery'], ['sports_leisure'], ['cool_stuff'], ['cool_stuff'], ['bed_bath_table'], ['food'], ['computers_accessories'], ['perfumery'], ['telephony'], ['telephony'], ['health_beauty'], ['watches_gifts'], ['computers_accessories'], ['sports_leisure'], ['toys' 'baby'], ['computers_accessories'], ['sports_leisure'], ['watches_gifts'], ['toys'], ['watches_gifts'], ['cool_stuff'], ['home_appliances'], ['kitchen_dining_laundry_garden_furniture'], ['baby'], ['bed_bath_table'], ['electronics'], ['furniture_decor'], ['air_conditioning'], ['sports_leisure'], ['computers_accessories'], ['toys'], ['toys'], ['fashion_bags_accessories'], ['sports_leisure'], ['watches_gifts'], ['garden_tools'], ['home_confort'], ['health_beauty'], ['toys'], ['housewares'], ['toys'], ['watches_gifts'], ['watches_gifts'], ['sports_leisure'], ['health_beauty'], ['furniture_decor'], ['sports_leisure'], ['bed_bath_table'], ['bed_bath_table'], ['electronics'], ['sports_leisure'], ['furniture_decor'], ['telephony'], ['computers_accessories'], ['bed_bath_table'], ['bed_bath_table'], ['computers_accessories'], ['home_appliances'], ['baby'], ['perfumery'], ['watches_gifts'], ['sports_leisure'], ['computers_accessories'], ['health_beauty'], ['health_beauty'], ['computers_accessories'], ['health_beauty'], ['bed_bath_table'], ['toys'], ['auto'], ['bed_bath_table'], ['housewares'], ['auto'], ['health_beauty'], ['watches_gifts'], ['housewares'], ['auto'], ['pet_shop'], ['construction_tools_construction'], ['perfumery'], ['sports_leisure'], ['consoles_games'], ['watches_gifts'], ['auto'], ['computers_accessories'], ['cool_stuff'], ['computers_accessories'], ['garden_tools'], ['bed_bath_table'], ['bed_bath_table'], ['bed_bath_table'], ['health_beauty'], ['perfumery'], ['garden_tools'], ['telephony'], ['garden_tools'], ['perfumery'], ['computers_accessories'], ['housewares'], ['sports_leisure'], ['furniture_decor'], ['electronics'], ['perfumery'], ['stationery'], ['consoles_games'], ['housewares'], ['auto'], ['computers_accessories'], ['furniture_decor'], ['home_confort'], ['fixed_telephony'], ['furniture_decor'], ['bed_bath_table'], ['computers_accessories'], ['sports_leisure'], ['perfumery'], ['sports_leisure'], ['health_beauty'], ['small_appliances_home_oven_and_coffee'], ['furniture_decor'], ['diapers_and_hygiene'], ['office_furniture'], ['watches_gifts'], ['auto'], ['baby'], ['sports_leisure'], ['signaling_and_security'], ['auto'], ['watches_gifts'], ['fashion_bags_accessories'], ['health_beauty'], ['fashion_bags_accessories'], ['electronics'], ['bed_bath_table'], ['garden_tools'], ['computers_accessories'], ['stationery'], ['housewares'], ['kitchen_dining_laundry_garden_furniture'], ['telephony'], ['auto'], ['health_beauty'], ['bed_bath_table'], ['telephony'], ['watches_gifts'], ['health_beauty'], ['health_beauty'], ['computers_accessories'], ['computers_accessories'], ['watches_gifts'], ['sports_leisure'], ['watches_gifts'], ['sports_leisure'], ['construction_tools_lights'], ['health_beauty'], ['furniture_decor'], ['electronics'], ['health_beauty'], ['furniture_decor'], ['perfumery'], ['auto'], ['health_beauty'], ['industry_commerce_and_business'], ['bed_bath_table'], ['perfumery'], ['stationery'], ['garden_tools'], ['electronics'], ['housewares'], ['bed_bath_table'], ['sports_leisure'], ['auto'], ['furniture_decor'], ['auto'], ['air_conditioning'], ['auto'], ['computers_accessories'], ['furniture_decor'], ['musical_instruments'], ['watches_gifts'], ['computers_accessories'], ['furniture_decor'], ['telephony'], ['health_beauty'], ['health_beauty'], ['sports_leisure'], ['bed_bath_table'], ['small_appliances'], ['telephony'], ['pet_shop'], ['costruction_tools_garden'], ['sports_leisure'], ['health_beauty'], ['furniture_decor'], ['furniture_decor'], ['cool_stuff'], ['computers_accessories'], ['health_beauty'], ['art'], ['watches_gifts'], ['garden_tools'], ['sports_leisure'], ['computers_accessories'], ['health_beauty'], ['musical_instruments'], ['furniture_decor'], ['watches_gifts'], ['fashion_bags_accessories'], ['toys'], ['telephony'], ['watches_gifts'], ['health_beauty'], ['office_furniture'], ['telephony'], ['furniture_decor'], ['perfumery'], ['computers_accessories'], ['consoles_games'], ['garden_tools'], ['toys'], ['health_beauty'], ['bed_bath_table'], ['watches_gifts'], ['perfumery'], ['toys'], ['home_confort'], ['home_appliances'], ['housewares'], ['bed_bath_table'], ['bed_bath_table'], ['auto'], ['home_construction'], ['furniture_decor'], ['cool_stuff'], ['furniture_decor'], ['telephony'], ['sports_leisure'], ['construction_tools_construction'], ['books_general_interest'], ['perfumery'], ['health_beauty'], ['computers_accessories'], ['party_supplies'], ['toys'], ['telephony'], ['computers_accessories'], ['housewares'], ['cool_stuff'], ['housewares'], ['watches_gifts'], ['bed_bath_table'], ['health_beauty'], ['perfumery'], ['bed_bath_table'], ['bed_bath_table'], ['housewares'], ['home_confort'], ['furniture_decor'], ['bed_bath_table'], ['sports_leisure'], ['housewares'], ['sports_leisure'], ['toys'], ['watches_gifts'], ['telephony'], ['agro_industry_and_commerce'], ['electronics'], ['electronics'], ['watches_gifts'], ['consoles_games'], ['industry_commerce_and_business'], ['garden_tools'], ['auto'], ['computers_accessories'], ['watches_gifts'], ['luggage_accessories'], ['consoles_games'], ['kitchen_dining_laundry_garden_furniture'], ['auto'], ['bed_bath_table'], ['health_beauty'], ['auto'], ['health_beauty'], ['sports_leisure'], ['auto'], ['health_beauty'], ['health_beauty'], ['electronics'], ['computers_accessories'], ['construction_tools_construction'], ['bed_bath_table'], ['telephony'], ['bed_bath_table'], ['computers_accessories'], ['bed_bath_table'], ['garden_tools'], ['toys'], ['housewares'], ['perfumery'], ['watches_gifts'], ['furniture_decor'], ['watches_gifts'], ['computers_accessories'], ['bed_bath_table'], ['electronics'], ['small_appliances'], ['computers_accessories'], ['baby'], ['toys'], ['watches_gifts'], ['electronics'], ['furniture_decor'], ['baby'], ['auto'], ['garden_tools'], ['garden_tools'], ['computers_accessories'], ['fashion_bags_accessories'], ['electronics'], ['sports_leisure'], ['food'], ['furniture_decor'], ['garden_tools'], ['telephony'], ['luggage_accessories'], ['luggage_accessories'], ['fashion_bags_accessories'], ['furniture_decor'], ['construction_tools_safety'], ['bed_bath_table'], ['garden_tools'], ['housewares'], ['sports_leisure'], ['garden_tools'], ['perfumery'], ['bed_bath_table'], ['furniture_decor'], ['health_beauty'], ['computers_accessories'], ['sports_leisure'], ['cool_stuff'], ['health_beauty'], ['perfumery'], ['auto'], ['toys'], ['garden_tools'], ['bed_bath_table'], ['health_beauty'], ['toys'], ['health_beauty'], ['bed_bath_table'], ['cool_stuff'], ['housewares'], ['bed_bath_table'], ['toys'], ['auto'], ['computers_accessories'], ['cool_stuff'], ['perfumery' 'sports_leisure'], ['watches_gifts'], ['bed_bath_table'], ['housewares'], ['housewares'], ['bed_bath_table'], ['home_appliances'], ['computers_accessories'], ['baby'], ['perfumery'], ['computers_accessories'], ['electronics'], ['bed_bath_table'], ['computers_accessories'], ['telephony'], ['watches_gifts'], ['stationery'], ['watches_gifts'], ['auto'], ['telephony'], ['cool_stuff'], ['stationery'], ['health_beauty'], ['kitchen_dining_laundry_garden_furniture'], ['telephony'], ['baby'], ['watches_gifts'], ['cool_stuff'], ['bed_bath_table'], ['perfumery'], ['office_furniture'], ['housewares'], ['furniture_decor'], ['telephony'], ['furniture_decor'], ['computers_accessories'], ['books_general_interest'], ['home_confort'], ['furniture_decor'], ['telephony'], ['bed_bath_table'], ['health_beauty'], ['sports_leisure'], ['bed_bath_table'], ['housewares'], ['pet_shop'], ['cool_stuff'], ['small_appliances'], ['cool_stuff'], ['kitchen_dining_laundry_garden_furniture'], ['watches_gifts'], ['stationery'], ['computers_accessories'], ['furniture_decor'], ['telephony'], ['cool_stuff'], ['sports_leisure'], ['furniture_decor'], ['computers_accessories'], ['fixed_telephony'], ['housewares'], ['bed_bath_table'], ['furniture_decor'], ['watches_gifts'], ['housewares'], ['housewares'], ['computers_accessories'], ['housewares'], ['sports_leisure'], ['computers_accessories'], ['bed_bath_table'], ['computers_accessories'], ['cine_photo'], ['health_beauty'], ['home_confort'], ['computers_accessories'], ['furniture_decor'], ['telephony'], ['health_beauty'], ['air_conditioning'], ['garden_tools'], ['bed_bath_table'], ['food'], ['sports_leisure'], ['bed_bath_table'], ['furniture_decor'], ['perfumery'], ['housewares'], ['health_beauty'], ['cool_stuff'], ['home_appliances'], ['cool_stuff'], ['auto'], ['sports_leisure'], 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['garden_tools'], ['baby'], ['books_technical'], ['computers_accessories'], ['computers_accessories'], ['construction_tools_lights'], ['pet_shop'], ['telephony'], ['watches_gifts'], ['bed_bath_table'], ['furniture_decor'], ['bed_bath_table'], ['health_beauty'], ['auto'], ['health_beauty'], ['housewares'], ['furniture_decor'], ['health_beauty'], ['bed_bath_table'], ['agro_industry_and_commerce'], ['watches_gifts'], ['computers_accessories'], ['housewares'], ['computers_accessories'], ['bed_bath_table'], ['toys'], ['sports_leisure'], ['fashion_male_clothing'], ['computers_accessories'], ['garden_tools'], ['housewares'], ['sports_leisure'], ['computers_accessories'], ['perfumery'], ['furniture_decor'], ['bed_bath_table'], ['food'], ['food'], ['electronics'], ['housewares'], ['cool_stuff'], ['musical_instruments'], ['auto'], ['sports_leisure'], ['health_beauty'], ['housewares'], ['furniture_decor'], ['watches_gifts'], ['music'], ['musical_instruments'], ['sports_leisure'], ['health_beauty'], ['toys'], ['computers_accessories'], ['telephony'], ['signaling_and_security'], ['sports_leisure'], ['computers_accessories'], ['bed_bath_table'], ['consoles_games'], ['sports_leisure'], ['watches_gifts'], ['watches_gifts'], ['office_furniture'], ['stationery'], ['sports_leisure'], ['housewares'], ['toys'], ['bed_bath_table'], ['health_beauty'], ['sports_leisure'], ['toys'], ['watches_gifts'], ['bed_bath_table'], ['computers_accessories'], ['small_appliances_home_oven_and_coffee'], ['bed_bath_table'], ['housewares'], ['furniture_decor'], ['pet_shop'], ['housewares'], ['bed_bath_table'], ['air_conditioning'], ['sports_leisure'], ['stationery'], ['housewares'], ['sports_leisure'], ['health_beauty'], ['health_beauty'], ['watches_gifts'], ['sports_leisure'], ['signaling_and_security'], ['bed_bath_table'], ['baby'], ['pet_shop'], ['furniture_decor'], ['toys'], ['furniture_decor'], ['sports_leisure'], ['housewares'], ['watches_gifts'], ['sports_leisure'], ['perfumery'], ['auto'], ['telephony'], ['health_beauty'], ['furniture_decor'], ['housewares'], ['telephony'], ['furniture_decor'], ['stationery'], ['furniture_decor'], ['housewares'], ['bed_bath_table'], ['market_place'], ['housewares'], ['bed_bath_table'], ['bed_bath_table'], ['bed_bath_table'], ['fashion_bags_accessories'], ['cool_stuff'], ['health_beauty'], ['baby'], ['sports_leisure'], ['sports_leisure'], ['stationery'], ['sports_leisure'], ['bed_bath_table'], ['furniture_decor'], ['perfumery'], ['computers_accessories'], ['electronics'], ['housewares'], ['fashion_bags_accessories'], ['pet_shop'], ['musical_instruments'], ['computers_accessories'], ['garden_tools'], ['auto'], ['bed_bath_table'], ['bed_bath_table'], ['watches_gifts'], ['bed_bath_table'], ['pet_shop'], ['fashion_bags_accessories'], ['stationery'], ['garden_tools'], ['telephony'], ['cool_stuff'], ['housewares'], ['computers_accessories'], ['electronics'], ['perfumery'], ['health_beauty'], ['telephony'], ['bed_bath_table'], ['sports_leisure'], ['sports_leisure'], ['consoles_games'], ['telephony'], ['food'], ['telephony'], ['telephony'], ['computers_accessories'], ['health_beauty'], ['telephony'], ['stationery'], ['watches_gifts'], ['toys'], ['home_appliances'], ['bed_bath_table' 'furniture_decor'], ['health_beauty'], ['construction_tools_construction'], ['home_appliances'], ['computers_accessories'], ['toys'], ['fashion_underwear_beach'], ['books_general_interest'], ['health_beauty' 'sports_leisure'], ['perfumery'], ['baby'], ['electronics'], ['bed_bath_table'], ['cool_stuff'], ['pet_shop'], ['telephony'], ['furniture_decor'], ['computers_accessories'], ['pet_shop'], ['furniture_decor'], ['baby'], ['telephony'], ['computers_accessories'], ['toys'], ['toys'], ['pet_shop'], ['construction_tools_safety'], ['health_beauty'], ['health_beauty'], ['furniture_decor'], ['bed_bath_table'], ['health_beauty'], ['furniture_decor'], ['garden_tools'], ['health_beauty'], ['art'], ['home_appliances_2'], ['furniture_decor'], ['watches_gifts'], ['auto'], ['books_general_interest'], ['garden_tools'], ['home_confort'], ['computers_accessories'], ['health_beauty'], ['watches_gifts'], ['auto'], ['computers_accessories'], ['luggage_accessories'], ['telephony'], ['sports_leisure'], ['sports_leisure'], ['sports_leisure'], ['auto'], ['health_beauty'], ['housewares'], ['bed_bath_table'], ['garden_tools'], ['garden_tools'], ['telephony'], ['bed_bath_table'], ['furniture_decor'], ['fashion_bags_accessories'], ['auto'], ['telephony'], ['computers_accessories'], ['telephony'], ['bed_bath_table'], ['bed_bath_table'], ['health_beauty'], ['furniture_decor'], ['bed_bath_table'], ['toys'], ['luggage_accessories'], ['furniture_decor'], ['toys'], ['toys'], ['housewares'], ['toys'], ['stationery'], ['furniture_decor'], ['housewares'], ['watches_gifts'], ['luggage_accessories'], ['cool_stuff'], ['pet_shop'], ['cool_stuff'], ['stationery'], ['furniture_decor'], ['health_beauty'], ['bed_bath_table'], ['luggage_accessories'], ['pet_shop'], ['health_beauty'], ['cool_stuff'], ['bed_bath_table'], ['stationery'], ['bed_bath_table'], ['cool_stuff'], ['consoles_games'], ['construction_tools_construction'], ['baby'], ['housewares'], ['computers_accessories'], ['home_confort'], ['bed_bath_table'], ['garden_tools'], ['health_beauty'], ['stationery'], ['computers_accessories'], ['cool_stuff'], ['health_beauty'], ['cool_stuff'], ['toys'], ['electronics'], ['bed_bath_table'], ['telephony'], ['health_beauty'], ['sports_leisure'], ['fashion_bags_accessories'], ['health_beauty'], ['cool_stuff'], ['home_confort'], ['fashion_shoes'], ['perfumery'], ['garden_tools'], ['computers_accessories'], ['home_appliances'], ['watches_gifts'], ['health_beauty'], ['small_appliances'], ['furniture_decor'], ['health_beauty'], ['toys'], ['watches_gifts'], ['bed_bath_table'], ['consoles_games'], ['perfumery'], ['small_appliances'], ['telephony'], ['computers_accessories'], ['garden_tools'], ['sports_leisure'], ['furniture_decor'], ['housewares'], ['telephony'], ['health_beauty'], ['sports_leisure'], ['garden_tools'], ['health_beauty'], ['fashion_bags_accessories'], ['bed_bath_table'], ['cool_stuff'], ['bed_bath_table'], ['health_beauty'], ['audio'], ['sports_leisure'], ['health_beauty'], ['watches_gifts'], ['cool_stuff'], ['health_beauty'], ['computers_accessories'], ['toys'], ['toys'], ['perfumery'], ['cool_stuff'], ['electronics'], ['garden_tools'], ['office_furniture'], ['sports_leisure'], ['sports_leisure'], ['bed_bath_table'], ['telephony'], ['musical_instruments'], ['perfumery'], ['bed_bath_table'], ['bed_bath_table'], ['furniture_mattress_and_upholstery'], ['office_furniture'], ['housewares'], ['construction_tools_construction'], ['telephony'], ['watches_gifts'], ['health_beauty'], ['sports_leisure'], ['auto'], ['pet_shop'], ['housewares'], ['furniture_decor'], ['furniture_decor'], ['computers_accessories'], ['health_beauty'], ['toys'], ['baby'], ['bed_bath_table'], ['watches_gifts'], ['christmas_supplies'], ['toys'], ['toys'], ['telephony'], ['furniture_decor'], ['computers_accessories'], ['consoles_games'], ['watches_gifts'], ['housewares'], ['bed_bath_table'], ['fashion_bags_accessories'], ['sports_leisure'], ['garden_tools'], ['bed_bath_table'], ['sports_leisure'], ['garden_tools'], ['watches_gifts'], ['industry_commerce_and_business'], ['garden_tools'], ['computers_accessories'], ['computers_accessories'], ['sports_leisure'], ['furniture_decor'], ['computers'], ['furniture_decor'], ['housewares'], ['health_beauty'], ['audio'], ['furniture_decor'], ['bed_bath_table'], ['home_confort'], ['sports_leisure'], ['sports_leisure'], ['bed_bath_table' 'home_confort'], ['stationery'], ['auto'], ['housewares'], ['watches_gifts'], ['toys'], ['computers_accessories'], ['furniture_decor'], ['bed_bath_table'], ['fashion_male_clothing'], ['furniture_decor'], ['bed_bath_table'], ['computers'], ['stationery'], ['health_beauty'], ['auto'], ['health_beauty'], ['fashion_male_clothing'], ['health_beauty'], ['bed_bath_table'], ['computers_accessories'], ['telephony'], ['housewares'], ['sports_leisure'], ['health_beauty'], ['housewares'], ['fashion_shoes'], ['housewares'], ['cool_stuff'], ['toys'], ['computers_accessories'], ['electronics'], ['audio'], ['watches_gifts'], ['cool_stuff'], ['cool_stuff'], ['health_beauty'], ['fashion_underwear_beach'], ['garden_tools'], ['housewares'], ['furniture_decor'], ['bed_bath_table'], ['telephony'], ['bed_bath_table'], ['perfumery'], ['cool_stuff'], ['furniture_decor'], ['computers_accessories'], ['health_beauty'], ['telephony'], ['health_beauty'], ['watches_gifts'], ['garden_tools'], ['computers_accessories'], ['electronics'], ['bed_bath_table'], ['sports_leisure'], ['computers_accessories'], ['baby'], ['computers'], ['cool_stuff'], ['health_beauty'], ['cool_stuff'], ['toys'], ['health_beauty'], ['food'], ['computers_accessories'], ['cool_stuff'], ['cool_stuff'], ['kitchen_dining_laundry_garden_furniture'], ['auto'], ['housewares'], ['perfumery'], ['fashion_bags_accessories'], ['cool_stuff'], ['electronics'], ['cool_stuff'], ['electronics'], ['electronics'], ['garden_tools'], ['home_appliances'], ['furniture_decor'], ['small_appliances'], ['sports_leisure'], ['health_beauty'], ['bed_bath_table'], ['health_beauty'], ['bed_bath_table'], ['health_beauty'], ['housewares'], ['cool_stuff'], ['bed_bath_table'], ['bed_bath_table'], ['watches_gifts'], ['home_confort'], ['luggage_accessories'], ['industry_commerce_and_business'], ['cool_stuff'], ['construction_tools_lights'], ['watches_gifts' 'audio'], ['electronics'], ['bed_bath_table'], ['sports_leisure'], ['bed_bath_table'], ['fixed_telephony'], ['telephony'], ['perfumery'], ['sports_leisure'], ['computers_accessories'], ['telephony'], ['housewares'], ['health_beauty'], ['furniture_decor'], ['furniture_decor'], ['sports_leisure'], ['auto'], ['auto'], ['sports_leisure'], ['electronics'], ['watches_gifts'], ['baby'], ['watches_gifts'], ['office_furniture'], ['telephony'], ['auto'], ['furniture_decor'], ['furniture_decor'], ['furniture_decor'], ['baby'], ['toys'], ['home_construction'], ['furniture_decor'], ['audio'], ['health_beauty'], ['housewares'], ['sports_leisure'], ['toys'], ['perfumery'], ['furniture_decor'], ['telephony'], ['electronics'], ['furniture_mattress_and_upholstery'], ['electronics'], ['health_beauty'], ['computers_accessories'], ['computers_accessories'], ['sports_leisure'], ['bed_bath_table'], ['furniture_decor'], ['drinks'], ['watches_gifts'], ['housewares'], ['electronics'], ['bed_bath_table'], ['office_furniture'], ['office_furniture'], ['furniture_decor'], ['health_beauty'], ['furniture_decor'], ['drinks'], ['health_beauty'], ['health_beauty'], ['housewares'], ['toys'], ['bed_bath_table'], ['sports_leisure'], ['bed_bath_table'], ['home_appliances'], ['housewares'], ['bed_bath_table'], ['bed_bath_table'], ['furniture_decor'], ['bed_bath_table'], ['sports_leisure'], ['computers_accessories'], ['home_appliances'], ['small_appliances'], ['telephony'], ['home_appliances'], ['cool_stuff'], ['cool_stuff'], ['toys'], ['stationery'], ['bed_bath_table'], ['garden_tools'], ['sports_leisure'], ['health_beauty'], ['sports_leisure'], ['cool_stuff'], ['health_beauty'], ['housewares'], ['bed_bath_table'], ['health_beauty'], ['cool_stuff'], ['furniture_decor'], ['auto'], ['health_beauty'], ['baby'], ['books_technical'], ['christmas_supplies'], ['bed_bath_table'], ['perfumery'], ['baby'], ['perfumery'], ['health_beauty'], ['pet_shop'], ['computers_accessories'], ['christmas_supplies'], ['furniture_decor'], ['telephony'], ['cool_stuff'], ['furniture_living_room'], ['cool_stuff'], ['housewares'], ['housewares'], ['cool_stuff'], ['air_conditioning'], ['telephony'], ['health_beauty'], ['sports_leisure'], ['housewares'], ['perfumery'], ['costruction_tools_garden'], ['bed_bath_table'], ['bed_bath_table'], ['telephony'], ['sports_leisure'], ['pet_shop'], ['health_beauty'], ['furniture_decor'], ['perfumery'], ['pet_shop'], ['cool_stuff'], ['garden_tools'], ['cool_stuff'], ['bed_bath_table'], ['bed_bath_table'], ['electronics'], ['sports_leisure'], ['costruction_tools_garden'], ['auto'], ['cool_stuff'], ['computers_accessories'], ['bed_bath_table'], ['housewares'], ['furniture_decor'], ['food'], ['bed_bath_table'], ['furniture_decor'], ['baby'], ['telephony' 'auto'], ['bed_bath_table'], ['books_general_interest'], ['housewares'], ['watches_gifts'], ['bed_bath_table'], ['watches_gifts'], ['stationery'], ['furniture_decor'], ['furniture_decor'], ['auto'], ['health_beauty'], ['stationery'], ['telephony'], ['home_construction'], ['health_beauty'], ['furniture_living_room'], ['cool_stuff'], ['office_furniture'], ['bed_bath_table'], ['cds_dvds_musicals'], ['health_beauty'], ['bed_bath_table'], ['computers_accessories'], ['bed_bath_table'], ['stationery'], ['furniture_decor'], ['bed_bath_table'], ['cool_stuff'], ['furniture_decor'], ['health_beauty'], ['home_appliances'], ['sports_leisure'], ['computers_accessories'], ['sports_leisure'], ['furniture_decor'], ['computers_accessories'], ['christmas_supplies'], ['bed_bath_table'], ['electronics'], ['computers_accessories'], ['telephony'], ['consoles_games'], ['musical_instruments'], ['market_place'], ['computers_accessories'], ['computers_accessories'], ['bed_bath_table'], ['watches_gifts'], ['health_beauty'], ['sports_leisure'], ['fashion_bags_accessories'], ['housewares'], ['sports_leisure'], ['furniture_decor'], ['health_beauty'], ['fashion_bags_accessories'], ['perfumery'], ['baby'], ['auto'], ['bed_bath_table'], ['perfumery'], ['garden_tools'], ['toys'], ['office_furniture'], ['food_drink'], ['watches_gifts'], ['baby'], ['computers_accessories'], ['home_construction'], ['sports_leisure'], ['baby'], ['garden_tools'], ['health_beauty'], ['electronics'], ['computers_accessories'], ['furniture_decor'], ['furniture_decor'], ['cool_stuff'], ['housewares'], ['cool_stuff'], ['health_beauty'], ['cool_stuff'], ['telephony'], ['bed_bath_table'], ['food'], ['sports_leisure'], ['luggage_accessories'], ['telephony'], ['watches_gifts'], ['telephony'], ['computers_accessories'], ['furniture_decor'], ['sports_leisure'], ['musical_instruments'], ['bed_bath_table'], ['watches_gifts'], ['home_construction'], ['housewares'], ['computers_accessories'], ['sports_leisure'], ['computers_accessories'], ['bed_bath_table']

Association rule: an "if-then" relationship between two itemsets.

rule: if {tea) then {milk}. antecedent: tea consequent: milk

Metric: a measure of the strength of association between two itemsets.

One-hot encoding simplifies the computation of metrics.

Applying one-hot encoding will transform the list of lists (of transactions) into a DataFrame.

The columns correspond to item categories and the rows correspond to transactions.

A true indicates that a transaction contains an item from the corresponding category.

TransactionEncoder() instantiates an encoder object.

.fit() creates mapping between list and one-hot encoding.

.transform() transforms list into one-hot encoded array.

# Instantiate an encoder.
encoder = TransactionEncoder()

# Fit encoder to list of lists.
encoder.fit(transactions)

# Transform lists into one-hot encoded array.
onehot = encoder.transform(transactions)

# Convert array to pandas DataFrame.
onehot_encoded = pd.DataFrame(onehot, columns = encoder.columns_)

onehot_encoded.head()

	agro_industry_and_commerce	air_conditioning	art	arts_and_craftmanship	audio	auto	baby	bed_bath_table	books_general_interest	books_imported	...	security_and_services	signaling_and_security	small_appliances	small_appliances_home_oven_and_coffee	sports_leisure	stationery	tablets_printing_image	telephony	toys	watches_gifts
0	False	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
1	False	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
2	False	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
3	False	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
4	False	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False

5 rows × 71 columns

support(X)= number of transactions containing X / total number of transactions

.mean(axis=0) computes support values for one-hot encoded DataFrame.

onehot_encoded.mean(axis=0)

agro_industry_and_commerce    0.001871
air_conditioning              0.002601
art                           0.002077
arts_and_craftmanship         0.000236
audio                         0.003599
                                ...   
stationery                    0.023762
tablets_printing_image        0.000812
telephony                     0.043175
toys                          0.039956
watches_gifts                 0.057827
Length: 71, dtype: float64

Compute the item count distribution over transactions

onehot_encoded.sum(axis=1).value_counts()

1    96530
2      711
3       15
dtype: int64

Only 726 transactions contain more than one item category.

transactions_df = pd.DataFrame(transactions)

transactions_df

	0	1	2
0	cool_stuff	None	None
1	pet_shop	None	None
2	furniture_decor	None	None
3	perfumery	None	None
4	garden_tools	None	None
...	...	...	...
97251	housewares	None	None
97252	computers_accessories	None	None
97253	sports_leisure	None	None
97254	computers_accessories	None	None
97255	bed_bath_table	None	None

97256 rows × 3 columns

transactions_merged = pd.concat([transactions_df, onehot_encoded], axis=1)

transactions_merged.head()

	0	1	2	agro_industry_and_commerce	air_conditioning	art	arts_and_craftmanship	audio	auto	baby	...	security_and_services	signaling_and_security	small_appliances	small_appliances_home_oven_and_coffee	sports_leisure	stationery	tablets_printing_image	telephony	toys	watches_gifts
0	cool_stuff	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
1	pet_shop	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
2	furniture_decor	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
3	perfumery	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
4	garden_tools	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False

5 rows × 74 columns

transactions_merged.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 97256 entries, 0 to 97255
Data columns (total 74 columns):
 #   Column                                   Non-Null Count  Dtype 
---  ------                                   --------------  ----- 
 0   0                                        97256 non-null  object
 1   1                                        726 non-null    object
 2   2                                        15 non-null     object
 3   agro_industry_and_commerce               97256 non-null  bool  
 4   air_conditioning                         97256 non-null  bool  
 5   art                                      97256 non-null  bool  
 6   arts_and_craftmanship                    97256 non-null  bool  
 7   audio                                    97256 non-null  bool  
 8   auto                                     97256 non-null  bool  
 9   baby                                     97256 non-null  bool  
 10  bed_bath_table                           97256 non-null  bool  
 11  books_general_interest                   97256 non-null  bool  
 12  books_imported                           97256 non-null  bool  
 13  books_technical                          97256 non-null  bool  
 14  cds_dvds_musicals                        97256 non-null  bool  
 15  christmas_supplies                       97256 non-null  bool  
 16  cine_photo                               97256 non-null  bool  
 17  computers                                97256 non-null  bool  
 18  computers_accessories                    97256 non-null  bool  
 19  consoles_games                           97256 non-null  bool  
 20  construction_tools_construction          97256 non-null  bool  
 21  construction_tools_lights                97256 non-null  bool  
 22  construction_tools_safety                97256 non-null  bool  
 23  cool_stuff                               97256 non-null  bool  
 24  costruction_tools_garden                 97256 non-null  bool  
 25  costruction_tools_tools                  97256 non-null  bool  
 26  diapers_and_hygiene                      97256 non-null  bool  
 27  drinks                                   97256 non-null  bool  
 28  dvds_blu_ray                             97256 non-null  bool  
 29  electronics                              97256 non-null  bool  
 30  fashio_female_clothing                   97256 non-null  bool  
 31  fashion_bags_accessories                 97256 non-null  bool  
 32  fashion_childrens_clothes                97256 non-null  bool  
 33  fashion_male_clothing                    97256 non-null  bool  
 34  fashion_shoes                            97256 non-null  bool  
 35  fashion_sport                            97256 non-null  bool  
 36  fashion_underwear_beach                  97256 non-null  bool  
 37  fixed_telephony                          97256 non-null  bool  
 38  flowers                                  97256 non-null  bool  
 39  food                                     97256 non-null  bool  
 40  food_drink                               97256 non-null  bool  
 41  furniture_bedroom                        97256 non-null  bool  
 42  furniture_decor                          97256 non-null  bool  
 43  furniture_living_room                    97256 non-null  bool  
 44  furniture_mattress_and_upholstery        97256 non-null  bool  
 45  garden_tools                             97256 non-null  bool  
 46  health_beauty                            97256 non-null  bool  
 47  home_appliances                          97256 non-null  bool  
 48  home_appliances_2                        97256 non-null  bool  
 49  home_comfort_2                           97256 non-null  bool  
 50  home_confort                             97256 non-null  bool  
 51  home_construction                        97256 non-null  bool  
 52  housewares                               97256 non-null  bool  
 53  industry_commerce_and_business           97256 non-null  bool  
 54  kitchen_dining_laundry_garden_furniture  97256 non-null  bool  
 55  la_cuisine                               97256 non-null  bool  
 56  luggage_accessories                      97256 non-null  bool  
 57  market_place                             97256 non-null  bool  
 58  music                                    97256 non-null  bool  
 59  musical_instruments                      97256 non-null  bool  
 60  office_furniture                         97256 non-null  bool  
 61  party_supplies                           97256 non-null  bool  
 62  perfumery                                97256 non-null  bool  
 63  pet_shop                                 97256 non-null  bool  
 64  security_and_services                    97256 non-null  bool  
 65  signaling_and_security                   97256 non-null  bool  
 66  small_appliances                         97256 non-null  bool  
 67  small_appliances_home_oven_and_coffee    97256 non-null  bool  
 68  sports_leisure                           97256 non-null  bool  
 69  stationery                               97256 non-null  bool  
 70  tablets_printing_image                   97256 non-null  bool  
 71  telephony                                97256 non-null  bool  
 72  toys                                     97256 non-null  bool  
 73  watches_gifts                            97256 non-null  bool  
dtypes: bool(71), object(3)
memory usage: 8.8+ MB

transactions_merged = transactions_merged.rename({0: 'product_category_name_english'}, axis=1)

transactions_merged.head()

	product_category_name_english	1	2	agro_industry_and_commerce	air_conditioning	art	arts_and_craftmanship	audio	auto	baby	...	security_and_services	signaling_and_security	small_appliances	small_appliances_home_oven_and_coffee	sports_leisure	stationery	tablets_printing_image	telephony	toys	watches_gifts
0	cool_stuff	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
1	pet_shop	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
2	furniture_decor	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
3	perfumery	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
4	garden_tools	None	None	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False

5 rows × 74 columns

transactions_merged.drop(columns=[1, 2], inplace=True)

transactions_merged.head()

	product_category_name_english	agro_industry_and_commerce	air_conditioning	art	arts_and_craftmanship	audio	auto	baby	bed_bath_table	books_general_interest	...	security_and_services	signaling_and_security	small_appliances	small_appliances_home_oven_and_coffee	sports_leisure	stationery	tablets_printing_image	telephony	toys	watches_gifts
0	cool_stuff	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
1	pet_shop	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
2	furniture_decor	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
3	perfumery	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
4	garden_tools	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False

5 rows × 72 columns

transactions_merged.dtypes

product_category_name_english    object
agro_industry_and_commerce         bool
air_conditioning                   bool
art                                bool
arts_and_craftmanship              bool
                                  ...  
stationery                         bool
tablets_printing_image             bool
telephony                          bool
toys                               bool
watches_gifts                      bool
Length: 72, dtype: object

transactions_merged.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 97256 entries, 0 to 97255
Data columns (total 72 columns):
 #   Column                                   Non-Null Count  Dtype 
---  ------                                   --------------  ----- 
 0   product_category_name_english            97256 non-null  object
 1   agro_industry_and_commerce               97256 non-null  bool  
 2   air_conditioning                         97256 non-null  bool  
 3   art                                      97256 non-null  bool  
 4   arts_and_craftmanship                    97256 non-null  bool  
 5   audio                                    97256 non-null  bool  
 6   auto                                     97256 non-null  bool  
 7   baby                                     97256 non-null  bool  
 8   bed_bath_table                           97256 non-null  bool  
 9   books_general_interest                   97256 non-null  bool  
 10  books_imported                           97256 non-null  bool  
 11  books_technical                          97256 non-null  bool  
 12  cds_dvds_musicals                        97256 non-null  bool  
 13  christmas_supplies                       97256 non-null  bool  
 14  cine_photo                               97256 non-null  bool  
 15  computers                                97256 non-null  bool  
 16  computers_accessories                    97256 non-null  bool  
 17  consoles_games                           97256 non-null  bool  
 18  construction_tools_construction          97256 non-null  bool  
 19  construction_tools_lights                97256 non-null  bool  
 20  construction_tools_safety                97256 non-null  bool  
 21  cool_stuff                               97256 non-null  bool  
 22  costruction_tools_garden                 97256 non-null  bool  
 23  costruction_tools_tools                  97256 non-null  bool  
 24  diapers_and_hygiene                      97256 non-null  bool  
 25  drinks                                   97256 non-null  bool  
 26  dvds_blu_ray                             97256 non-null  bool  
 27  electronics                              97256 non-null  bool  
 28  fashio_female_clothing                   97256 non-null  bool  
 29  fashion_bags_accessories                 97256 non-null  bool  
 30  fashion_childrens_clothes                97256 non-null  bool  
 31  fashion_male_clothing                    97256 non-null  bool  
 32  fashion_shoes                            97256 non-null  bool  
 33  fashion_sport                            97256 non-null  bool  
 34  fashion_underwear_beach                  97256 non-null  bool  
 35  fixed_telephony                          97256 non-null  bool  
 36  flowers                                  97256 non-null  bool  
 37  food                                     97256 non-null  bool  
 38  food_drink                               97256 non-null  bool  
 39  furniture_bedroom                        97256 non-null  bool  
 40  furniture_decor                          97256 non-null  bool  
 41  furniture_living_room                    97256 non-null  bool  
 42  furniture_mattress_and_upholstery        97256 non-null  bool  
 43  garden_tools                             97256 non-null  bool  
 44  health_beauty                            97256 non-null  bool  
 45  home_appliances                          97256 non-null  bool  
 46  home_appliances_2                        97256 non-null  bool  
 47  home_comfort_2                           97256 non-null  bool  
 48  home_confort                             97256 non-null  bool  
 49  home_construction                        97256 non-null  bool  
 50  housewares                               97256 non-null  bool  
 51  industry_commerce_and_business           97256 non-null  bool  
 52  kitchen_dining_laundry_garden_furniture  97256 non-null  bool  
 53  la_cuisine                               97256 non-null  bool  
 54  luggage_accessories                      97256 non-null  bool  
 55  market_place                             97256 non-null  bool  
 56  music                                    97256 non-null  bool  
 57  musical_instruments                      97256 non-null  bool  
 58  office_furniture                         97256 non-null  bool  
 59  party_supplies                           97256 non-null  bool  
 60  perfumery                                97256 non-null  bool  
 61  pet_shop                                 97256 non-null  bool  
 62  security_and_services                    97256 non-null  bool  
 63  signaling_and_security                   97256 non-null  bool  
 64  small_appliances                         97256 non-null  bool  
 65  small_appliances_home_oven_and_coffee    97256 non-null  bool  
 66  sports_leisure                           97256 non-null  bool  
 67  stationery                               97256 non-null  bool  
 68  tablets_printing_image                   97256 non-null  bool  
 69  telephony                                97256 non-null  bool  
 70  toys                                     97256 non-null  bool  
 71  watches_gifts                            97256 non-null  bool  
dtypes: bool(71), object(1)
memory usage: 7.3+ MB

Evaluating dataset performance using XGBoost (eXtreme Gradient Boost) model

X = transactions_merged.loc[:,transactions_merged.columns!='product_category_name_english']
y = transactions_merged['product_category_name_english']

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.35, random_state=42)

xg_cl = xgb.XGBClassifier()

xg_cl.fit(X_train, y_train)

XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,
              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,
              importance_type='gain', interaction_constraints='',
              learning_rate=0.300000012, max_delta_step=0, max_depth=6,
              min_child_weight=1, missing=nan, monotone_constraints='()',
              n_estimators=100, n_jobs=0, num_parallel_tree=1,
              objective='multi:softprob', random_state=0, reg_alpha=0,
              reg_lambda=1, scale_pos_weight=None, subsample=1,
              tree_method='exact', validate_parameters=1, verbosity=None)

xg_cl.get_booster().get_score(importance_type='total_gain')

{'agro_industry_and_commerce': 3422.4685647090005,
 'air_conditioning': 4837.0622946799995,
 'art': 3617.939962376,
 'audio': 7123.7249684623,
 'auto': 84794.26538808254,
 'baby': 61889.73589274516,
 'bed_bath_table': 195276.81312987514,
 'furniture_decor': 136201.86325034345,
 'books_general_interest': 10815.771100673,
 'books_technical': 5327.878692937,
 'christmas_supplies': 2056.864263018,
 'cine_photo': 843.80977007,
 'computers': 3198.588860281,
 'computers_accessories': 142771.80184352005,
 'consoles_games': 22876.73065598099,
 'construction_tools_construction': 14927.661694018292,
 'construction_tools_lights': 4699.260162039437,
 'construction_tools_safety': 2383.1415222499995,
 'cool_stuff': 79163.39323403328,
 'costruction_tools_garden': 3531.3407691095003,
 'costruction_tools_tools': 1578.7903286050005,
 'drinks': 5725.657032066,
 'electronics': 55374.87561416361,
 'fashion_bags_accessories': 41210.44021398099,
 'fashion_male_clothing': 1831.4816782780003,
 'fashion_shoes': 4266.469422732201,
 'fashion_underwear_beach': 1799.5611517769998,
 'fixed_telephony': 3906.5269671399997,
 'food': 9027.765846856002,
 'food_drink': 4137.376311813999,
 'furniture_bedroom': 1318.9595434999999,
 'furniture_living_room': 8173.341848417153,
 'garden_tools': 76718.52349179424,
 'health_beauty': 185459.18455730364,
 'home_appliances': 16199.215183348002,
 'home_appliances_2': 4484.8278891400005,
 'home_confort': 7561.354020813847,
 'home_construction': 9264.601202572601,
 'housewares': 125880.39141233554,
 'industry_commerce_and_business': 4239.525622673998,
 'kitchen_dining_laundry_garden_furniture': 4997.067826648999,
 'luggage_accessories': 22419.89040182474,
 'market_place': 5384.363323010728,
 'musical_instruments': 13672.1920436024,
 'office_furniture': 27674.61110107951,
 'perfumery': 70950.93244563583,
 'pet_shop': 37886.682993551396,
 'signaling_and_security': 2259.0237632399994,
 'small_appliances': 13322.136777987,
 'small_appliances_home_oven_and_coffee': 1271.398975271,
 'sports_leisure': 164671.37616574435,
 'stationery': 50697.66503611322,
 'tablets_printing_image': 1013.428952605,
 'telephony': 92119.27494485852,
 'toys': 85285.64269510265,
 'watches_gifts': 122025.7427383844,
 'dvds_blu_ray': 485.017277504,
 'books_imported': 461.9293254209998,
 'furniture_mattress_and_upholstery': 367.32811357399993,
 'music': 351.8292685200001,
 'party_supplies': 352.68624795,
 'fashio_female_clothing': 217.485851156,
 'fashion_sport': 187.163863522,
 'flowers': 246.06367362000003,
 'arts_and_craftmanship': 174.58077495199998,
 'diapers_and_hygiene': 142.621090409,
 'home_comfort_2': 120.049447636,
 'la_cuisine': 110.86598032,
 'cds_dvds_musicals': 92.21259207700002}

from xgboost import plot_importance
fig, ax = plt.subplots(figsize=(15,18))
plot_importance(xg_cl, ax = ax)
plt.show()

The Apriori algorithm identifies frequent (high support) itemsets using something called the Apriori principle, which states that a superset that contains an infrequent item is also infrequent.

Pruning is the process of removing itemsets or association rules, typically based on the application of a metric threshold.

The mlxtend module will enable the application of the Apriori algorithm, perform pruning, and compute association rules.

apriori() is used to identify frequent itemsets and min_support set the item frequency threshold used for pruning.

# Apply apriori algorithm to data with min support threshold of 0.00001 and a two-item limit.
frequent_itemsets = apriori(onehot_encoded, min_support = 0.00001, max_len = 2, use_colnames = True)

# Print frequent itemsets.
frequent_itemsets

	support	itemsets
0	0.001871	(agro_industry_and_commerce)
1	0.002601	(air_conditioning)
2	0.002077	(art)
3	0.000236	(arts_and_craftmanship)
4	0.003599	(audio)
...	...	...
308	0.000062	(toys, stationery)
309	0.000021	(stationery, watches_gifts)
310	0.000010	(toys, telephony)
311	0.000021	(watches_gifts, telephony)
312	0.000010	(toys, watches_gifts)

313 rows × 2 columns

By applying the apriori algorithm, itemsets are reduced to 313 without enumerating all potential 2(e71) itemsets.

Tuning the support threshold increase the number of itemsets returned or yield itemsets with more than one item.

Computing association rules from Apriori output

association_rules() is used to compute and prune association rules from output of apriori().

Association_rules automatically computes seven metrics.

# Recover association rules using support and a minimum threshold of 0.00001.
rules = association_rules(frequent_itemsets, metric = 'support', min_threshold = 0.00001)

# Print rules header.
rules

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
0	(air_conditioning)	(computers_accessories)	0.002601	0.068777	0.000010	0.003953	0.057469	-0.000169	0.934918
1	(computers_accessories)	(air_conditioning)	0.068777	0.002601	0.000010	0.000149	0.057469	-0.000169	0.997548
2	(sports_leisure)	(air_conditioning)	0.079378	0.002601	0.000010	0.000130	0.049794	-0.000196	0.997528
3	(air_conditioning)	(sports_leisure)	0.002601	0.079378	0.000010	0.003953	0.049794	-0.000196	0.924275
4	(art)	(furniture_decor)	0.002077	0.066310	0.000051	0.024752	0.373287	-0.000086	0.957388
...	...	...	...	...	...	...	...	...	...
479	(telephony)	(toys)	0.043175	0.039956	0.000010	0.000238	0.005960	-0.001715	0.960272
480	(watches_gifts)	(telephony)	0.057827	0.043175	0.000021	0.000356	0.008237	-0.002476	0.957166
481	(telephony)	(watches_gifts)	0.043175	0.057827	0.000021	0.000476	0.008237	-0.002476	0.942622
482	(toys)	(watches_gifts)	0.039956	0.057827	0.000010	0.000257	0.004450	-0.002300	0.942416
483	(watches_gifts)	(toys)	0.057827	0.039956	0.000010	0.000178	0.004450	-0.002300	0.960214

484 rows × 9 columns

# Recover association rules for apriori using confidence threshold of 0.00005
rules = association_rules(frequent_itemsets, metric = 'confidence', min_threshold = 0.00005)

# Print rules.
rules

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
0	(air_conditioning)	(computers_accessories)	0.002601	0.068777	0.000010	0.003953	0.057469	-0.000169	0.934918
1	(computers_accessories)	(air_conditioning)	0.068777	0.002601	0.000010	0.000149	0.057469	-0.000169	0.997548
2	(sports_leisure)	(air_conditioning)	0.079378	0.002601	0.000010	0.000130	0.049794	-0.000196	0.997528
3	(air_conditioning)	(sports_leisure)	0.002601	0.079378	0.000010	0.003953	0.049794	-0.000196	0.924275
4	(art)	(furniture_decor)	0.002077	0.066310	0.000051	0.024752	0.373287	-0.000086	0.957388
...	...	...	...	...	...	...	...	...	...
479	(telephony)	(toys)	0.043175	0.039956	0.000010	0.000238	0.005960	-0.001715	0.960272
480	(watches_gifts)	(telephony)	0.057827	0.043175	0.000021	0.000356	0.008237	-0.002476	0.957166
481	(telephony)	(watches_gifts)	0.043175	0.057827	0.000021	0.000476	0.008237	-0.002476	0.942622
482	(toys)	(watches_gifts)	0.039956	0.057827	0.000010	0.000257	0.004450	-0.002300	0.942416
483	(watches_gifts)	(toys)	0.057827	0.039956	0.000010	0.000178	0.004450	-0.002300	0.960214

484 rows × 9 columns

Support metric measures the frequency with which an itemset appears in a database of transactions.

support(X)= number of transactions containing X / total number of transactions.

A high support value indicates that items in an itemset are purchased together frequently and associated with each other.

The support metric doesnot provide information about direction.

support(antecedent,consequent) = support(consequent,antecedent)

The confidence metric has a direction. Conditional probability of the consequent, given the antecedent:

confidence(antecedent -> consequent) = support(antecedent,consequent) / support(antecedent)

A high value of confidence indicates that the antecedent and consequent are associated and the direction of the association runs from the antecedent to the consequent.

The leverage metric provides a sanity check. support(antecedent,consequent) = joint support in data.

support(antecedent) * support(consequent) = expected joint support for unrelated antecedent and consequent.

Leverage formula: leverage(antecedent,consequent) = support(antecedent,consequent) − support(antecedent) * support(consequent)

Negative leverage means that the items appear together less frequently than we would expect if they were randomly and independently distributed across transactions. For most problems, itemsets with negative leverage are discarded.

Based on business requirements, these metrics can be tuned with different thresholds to identify strong product associations.

# Select apriori rules with a support above 0.0002.
rules_support = rules[(rules['support'] > 0.0001) & (rules['leverage'] > 0.0)]

# Print rules.
rules_support.head()

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
122	(bed_bath_table)	(home_confort)	0.096827	0.004082	0.000442	0.004566	1.118618	0.000047	1.000486
123	(home_confort)	(bed_bath_table)	0.004082	0.096827	0.000442	0.108312	1.118618	0.000047	1.012881

# Select apriori rules with a confidence above 0.04.
rules_confidence = rules[(rules['confidence'] >= 0.04) & (rules['leverage'] > 0.00001)]

rules_confidence.head()

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
123	(home_confort)	(bed_bath_table)	0.004082	0.096827	0.000442	0.108312	1.118618	0.000047	1.012881
301	(fashion_childrens_clothes)	(fashion_bags_accessories)	0.000082	0.019166	0.000021	0.250000	13.043991	0.000019	1.307779

rules_confidence = rules[(rules['confidence'] >= 0.04) & (rules['support'] > 0.0001)]
rules_confidence.head()

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
123	(home_confort)	(bed_bath_table)	0.004082	0.096827	0.000442	0.108312	1.118618	0.000047	1.012881
229	(construction_tools_lights)	(furniture_decor)	0.002509	0.066310	0.000113	0.045082	0.679872	-0.000053	0.977770

# Select apriori rules with a lift above 10.00.
rules_lift = rules[(rules['lift'] > 15.00) & (rules['leverage'] > 0.0)]

# Print rules.
rules_lift

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
258	(flowers)	(costruction_tools_garden)	0.000298	0.001995	0.00001	0.034483	17.286882	0.00001	1.033648
259	(costruction_tools_garden)	(flowers)	0.001995	0.000298	0.00001	0.005155	17.286882	0.00001	1.004882
298	(fashio_female_clothing)	(fashion_sport)	0.000401	0.000278	0.00001	0.025641	92.360874	0.00001	1.026031
299	(fashion_sport)	(fashio_female_clothing)	0.000278	0.000401	0.00001	0.037037	92.360874	0.00001	1.038045

# Select apriori rules with a leverage above 0.00001.
rules_leverage = rules[rules['leverage'] > 0.00001]

rules_leverage

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
122	(bed_bath_table)	(home_confort)	0.096827	0.004082	0.000442	0.004566	1.118618	0.000047	1.000486
123	(home_confort)	(bed_bath_table)	0.004082	0.096827	0.000442	0.108312	1.118618	0.000047	1.012881
238	(home_construction)	(construction_tools_safety)	0.005038	0.001717	0.000021	0.004082	2.377026	0.000012	1.002374
239	(construction_tools_safety)	(home_construction)	0.001717	0.005038	0.000021	0.011976	2.377026	0.000012	1.007022
298	(fashio_female_clothing)	(fashion_sport)	0.000401	0.000278	0.000010	0.025641	92.360874	0.000010	1.026031
299	(fashion_sport)	(fashio_female_clothing)	0.000278	0.000401	0.000010	0.037037	92.360874	0.000010	1.038045
300	(fashion_bags_accessories)	(fashion_childrens_clothes)	0.019166	0.000082	0.000021	0.001073	13.043991	0.000019	1.000992
301	(fashion_childrens_clothes)	(fashion_bags_accessories)	0.000082	0.019166	0.000021	0.250000	13.043991	0.000019	1.307779

# Select apriori rules with a conviction above 1.01.
rules_conviction = rules[(rules['conviction'] > 1.02) & (rules['leverage'] > 0.00001)]

# Print rules.
rules_conviction

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
298	(fashio_female_clothing)	(fashion_sport)	0.000401	0.000278	0.000010	0.025641	92.360874	0.000010	1.026031
299	(fashion_sport)	(fashio_female_clothing)	0.000278	0.000401	0.000010	0.037037	92.360874	0.000010	1.038045
301	(fashion_childrens_clothes)	(fashion_bags_accessories)	0.000082	0.019166	0.000021	0.250000	13.043991	0.000019	1.307779

Frozensets

Note that the entries in the "itemsets" column are of type frozenset, which is built-in Python type that is similar to a Python set but immutable, which makes it more efficient for certain query or comparison operations. Since frozensets are sets, the item order does not matter.

To remove frozen dataset:

rules["antecedents"] = rules["antecedents"].apply(lambda x: list(x)[0]).astype("unicode")

rules["consequents"] = rules["consequents"].apply(lambda x: list(x)[0]).astype("unicode")

rules[rules['antecedents'] == ('home_confort')]

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
123	home_confort	bed_bath_table	0.004082	0.096827	0.000442	0.108312	1.118618	0.000047	1.012881
335	home_confort	furniture_decor	0.004082	0.066310	0.000062	0.015113	0.227921	-0.000209	0.948018
411	home_confort	housewares	0.004082	0.060500	0.000010	0.002519	0.041634	-0.000237	0.941872
413	home_confort	watches_gifts	0.004082	0.057827	0.000010	0.002519	0.043559	-0.000226	0.944552

rules.head()

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
0	air_conditioning	computers_accessories	0.002601	0.068777	0.000010	0.003953	0.057469	-0.000169	0.934918
1	computers_accessories	air_conditioning	0.068777	0.002601	0.000010	0.000149	0.057469	-0.000169	0.997548
2	sports_leisure	air_conditioning	0.079378	0.002601	0.000010	0.000130	0.049794	-0.000196	0.997528
3	air_conditioning	sports_leisure	0.002601	0.079378	0.000010	0.003953	0.049794	-0.000196	0.924275
4	art	furniture_decor	0.002077	0.066310	0.000051	0.024752	0.373287	-0.000086	0.957388

rules.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 484 entries, 0 to 483
Data columns (total 9 columns):
 #   Column              Non-Null Count  Dtype  
---  ------              --------------  -----  
 0   antecedents         484 non-null    object 
 1   consequents         484 non-null    object 
 2   antecedent support  484 non-null    float64
 3   consequent support  484 non-null    float64
 4   support             484 non-null    float64
 5   confidence          484 non-null    float64
 6   lift                484 non-null    float64
 7   leverage            484 non-null    float64
 8   conviction          484 non-null    float64
dtypes: float64(7), object(2)
memory usage: 34.2+ KB

transactions_merged.head()

	product_category_name_english	agro_industry_and_commerce	air_conditioning	art	arts_and_craftmanship	audio	auto	baby	bed_bath_table	books_general_interest	...	security_and_services	signaling_and_security	small_appliances	small_appliances_home_oven_and_coffee	sports_leisure	stationery	tablets_printing_image	telephony	toys	watches_gifts
0	cool_stuff	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
1	pet_shop	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
2	furniture_decor	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
3	perfumery	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False
4	garden_tools	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False	False	False

5 rows × 72 columns

The align the rows in the rules and transactions DataFrames, I defined empty columns for antecedents and consequents in the transactions DataFrame and used loop over the rows of "rules" for each row of "transactions" and then retain the antecedent / consequent if there is a match.

transactions_merged['antecedents']= ''

transactions_merged['consequents']= ''

transactions_merged.head()

	product_category_name_english	agro_industry_and_commerce	air_conditioning	art	arts_and_craftmanship	audio	auto	baby	bed_bath_table	books_general_interest	...	small_appliances	small_appliances_home_oven_and_coffee	sports_leisure	stationery	tablets_printing_image	telephony	toys	watches_gifts	antecedents	consequents
0	cool_stuff	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False
1	pet_shop	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False
2	furniture_decor	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False
3	perfumery	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False
4	garden_tools	False	False	False	False	False	False	False	False	False	...	False	False	False	False	False	False	False	False

5 rows × 74 columns

common = rules.merge(transactions_merged,on=['antecedents','consequents'])
print(common)

Empty DataFrame
Columns: [antecedents, consequents, antecedent support, consequent support, support, confidence, lift, leverage, conviction, product_category_name_english, agro_industry_and_commerce, air_conditioning, art, arts_and_craftmanship, audio, auto, baby, bed_bath_table, books_general_interest, books_imported, books_technical, cds_dvds_musicals, christmas_supplies, cine_photo, computers, computers_accessories, consoles_games, construction_tools_construction, construction_tools_lights, construction_tools_safety, cool_stuff, costruction_tools_garden, costruction_tools_tools, diapers_and_hygiene, drinks, dvds_blu_ray, electronics, fashio_female_clothing, fashion_bags_accessories, fashion_childrens_clothes, fashion_male_clothing, fashion_shoes, fashion_sport, fashion_underwear_beach, fixed_telephony, flowers, food, food_drink, furniture_bedroom, furniture_decor, furniture_living_room, furniture_mattress_and_upholstery, garden_tools, health_beauty, home_appliances, home_appliances_2, home_comfort_2, home_confort, home_construction, housewares, industry_commerce_and_business, kitchen_dining_laundry_garden_furniture, la_cuisine, luggage_accessories, market_place, music, musical_instruments, office_furniture, party_supplies, perfumery, pet_shop, security_and_services, signaling_and_security, small_appliances, small_appliances_home_oven_and_coffee, sports_leisure, stationery, tablets_printing_image, telephony, toys, watches_gifts]
Index: []

[0 rows x 81 columns]

rules_df = rules[(~rules.antecedents.isin(common.antecedents))&(~rules.consequents.isin(common.consequents))]
rules_df

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
0	air_conditioning	computers_accessories	0.002601	0.068777	0.000010	0.003953	0.057469	-0.000169	0.934918
1	computers_accessories	air_conditioning	0.068777	0.002601	0.000010	0.000149	0.057469	-0.000169	0.997548
2	sports_leisure	air_conditioning	0.079378	0.002601	0.000010	0.000130	0.049794	-0.000196	0.997528
3	air_conditioning	sports_leisure	0.002601	0.079378	0.000010	0.003953	0.049794	-0.000196	0.924275
4	art	furniture_decor	0.002077	0.066310	0.000051	0.024752	0.373287	-0.000086	0.957388
...	...	...	...	...	...	...	...	...	...
479	telephony	toys	0.043175	0.039956	0.000010	0.000238	0.005960	-0.001715	0.960272
480	watches_gifts	telephony	0.057827	0.043175	0.000021	0.000356	0.008237	-0.002476	0.957166
481	telephony	watches_gifts	0.043175	0.057827	0.000021	0.000476	0.008237	-0.002476	0.942622
482	toys	watches_gifts	0.039956	0.057827	0.000010	0.000257	0.004450	-0.002300	0.942416
483	watches_gifts	toys	0.057827	0.039956	0.000010	0.000178	0.004450	-0.002300	0.960214

484 rows × 9 columns

rules_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 484 entries, 0 to 483
Data columns (total 9 columns):
 #   Column              Non-Null Count  Dtype  
---  ------              --------------  -----  
 0   antecedents         484 non-null    object 
 1   consequents         484 non-null    object 
 2   antecedent support  484 non-null    float64
 3   consequent support  484 non-null    float64
 4   support             484 non-null    float64
 5   confidence          484 non-null    float64
 6   lift                484 non-null    float64
 7   leverage            484 non-null    float64
 8   conviction          484 non-null    float64
dtypes: float64(7), object(2)
memory usage: 37.8+ KB

X = rules_df.iloc[:,rules_df.columns!='consequents']
y = rules_df['consequents']

type(X)

pandas.core.frame.DataFrame

type(y)

pandas.core.series.Series

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.35, random_state=123)

X_train.shape, y_train.shape

((314, 8), (314,))

X_test.shape, y_test.shape

((170, 8), (170,))

Catboost (Categorical features support) improve training results. CatBoost allows to use non-numeric factors, instead of having to pre-process data or spend time and effort turning it to numbers.

cl_cb = CatBoostClassifier()

cat_features_index = np.where(X.dtypes != np.float)[0]

cl_cb.fit(X_train, y_train, plot=True, cat_features=cat_features_index)

Learning rate set to 0.074588
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<catboost.core.CatBoostClassifier at 0x1ac72f02508>

y_pred_cb = cl_cb.predict(X_test)

print("accuracy of the catboost: ",accuracy_score(y_test,y_pred_cb))

accuracy of the catboost:  0.7294117647058823

clf_cat = CatBoostClassifier(
    depth = 7, 
    iterations = 1000, 
    learning_rate =  0.3
)

clf_cat.fit(X_train, y_train, cat_features=cat_features_index)

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<catboost.core.CatBoostClassifier at 0x1ac77d41348>

y_pred_cat = clf_cat.predict(X_test)

print("accuracy of the catboost: ",accuracy_score(y_test,y_pred_cat))

accuracy of the catboost:  0.7

pool = Pool(X, y, cat_features=cat_features_index, feature_names=list(X.columns))

cl_cat = CatBoostClassifier(
    depth = 7, 
    iterations = 1000, 
    learning_rate =  0.3
).fit(pool)

0:	learn: 3.9397963	total: 901ms	remaining: 15m
1:	learn: 3.7959929	total: 1.72s	remaining: 14m 16s
2:	learn: 3.4585462	total: 2.62s	remaining: 14m 31s
3:	learn: 3.3374729	total: 3.51s	remaining: 14m 33s
4:	learn: 3.2432568	total: 4.33s	remaining: 14m 21s
5:	learn: 3.1559760	total: 5.19s	remaining: 14m 19s
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y_pred_catpool = cl_cat.predict(X_test)

print("accuracy of the catboost: ",accuracy_score(y_test,y_pred_catpool))

accuracy of the catboost:  0.9588235294117647

import graphviz as gp
from sklearn import tree

plt.figure(figsize=(8,4))
cl_cat.plot_tree(tree_idx=1, pool =pool)

<Figure size 576x288 with 0 Axes>

print(confusion_matrix(y_test, y_pred_catpool))

[[0 0 0 ... 0 0 0]
 [0 0 0 ... 0 0 0]
 [0 0 9 ... 0 0 0]
 ...
 [0 0 0 ... 5 0 0]
 [0 0 0 ... 0 7 0]
 [0 0 0 ... 0 0 6]]

print(metrics.classification_report(y_test, y_pred_catpool))

                                 precision    recall  f1-score   support

                            art       0.00      0.00      0.00         2
          arts_and_craftmanship       0.00      0.00      0.00         1
                           auto       1.00      1.00      1.00         9
                           baby       1.00      1.00      1.00         4
                 bed_bath_table       1.00      1.00      1.00         7
         books_general_interest       1.00      0.50      0.67         2
                books_technical       1.00      1.00      1.00         2
                     cine_photo       0.00      0.00      0.00         0
          computers_accessories       1.00      1.00      1.00         9
                 consoles_games       1.00      1.00      1.00         3
construction_tools_construction       1.00      1.00      1.00         2
      construction_tools_lights       1.00      1.00      1.00         2
      construction_tools_safety       1.00      1.00      1.00         1
                     cool_stuff       1.00      1.00      1.00         5
       costruction_tools_garden       0.80      1.00      0.89         4
                         drinks       1.00      1.00      1.00         1
                   dvds_blu_ray       1.00      1.00      1.00         1
                    electronics       1.00      1.00      1.00         7
         fashio_female_clothing       0.00      0.00      0.00         0
       fashion_bags_accessories       1.00      1.00      1.00         3
                  fashion_sport       0.00      0.00      0.00         1
                           food       1.00      1.00      1.00         1
              furniture_bedroom       1.00      1.00      1.00         1
                furniture_decor       1.00      1.00      1.00         9
          furniture_living_room       1.00      1.00      1.00         5
                   garden_tools       1.00      1.00      1.00         6
                  health_beauty       1.00      1.00      1.00         8
              home_appliances_2       1.00      1.00      1.00         1
                 home_comfort_2       0.50      1.00      0.67         1
                   home_confort       1.00      1.00      1.00         1
              home_construction       0.80      1.00      0.89         4
                     housewares       1.00      1.00      1.00        15
 industry_commerce_and_business       0.50      1.00      0.67         1
                     la_cuisine       0.00      0.00      0.00         0
            luggage_accessories       1.00      1.00      1.00         3
                   market_place       1.00      1.00      1.00         3
                          music       0.00      0.00      0.00         2
            musical_instruments       1.00      1.00      1.00         3
               office_furniture       1.00      1.00      1.00         1
                      perfumery       1.00      1.00      1.00         4
                       pet_shop       1.00      1.00      1.00         4
               small_appliances       1.00      1.00      1.00         1
                 sports_leisure       1.00      1.00      1.00        10
                     stationery       1.00      1.00      1.00         2
                      telephony       1.00      1.00      1.00         5
                           toys       1.00      1.00      1.00         7
                  watches_gifts       1.00      1.00      1.00         6

                       accuracy                           0.96       170
                      macro avg       0.82      0.84      0.83       170
                   weighted avg       0.95      0.96      0.95       170

Frequent Pattern Growth Algorithm

FPGROWTH is an improvement to the Apriori method. A frequent pattern is generated without the need for candidate generation. FP growth algorithm represents the database in the form of a tree called a frequent pattern tree or FP tree.

This tree structure will maintain the association between the itemsets. The database is fragmented using one frequent item. This fragmented part is called “pattern fragment”. The itemsets of these fragmented patterns are analyzed. With this method, the search for frequent itemsets is reduced comparatively.

# Apply frequent pattern growth algorithm to data with min support threshold of 0.00001 and a two-item limit.
frequent_itemsets_fp = fpgrowth(onehot_encoded, min_support = 0.00001, max_len = 2, use_colnames=True)

# Print frequent itemsets.
frequent_itemsets_fp

	support	itemsets
0	0.037345	(cool_stuff)
1	0.017582	(pet_shop)
2	0.066310	(furniture_decor)
3	0.032512	(perfumery)
4	0.036173	(garden_tools)
...	...	...
308	0.000010	(fashion_bags_accessories, fashion_sport)
309	0.000010	(fashio_female_clothing, fashion_sport)
310	0.000010	(la_cuisine, baby)
311	0.000010	(la_cuisine, garden_tools)
312	0.000021	(fashion_bags_accessories, fashion_childrens_c...

313 rows × 2 columns

# Recover association rules using support and a minimum threshold of 0.00001 for fpgrowth
rules_fp = association_rules(frequent_itemsets_fp, metric = 'support', min_threshold = 0.00001)

# Print rules header.
rules_fp

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
0	(cool_stuff)	(sports_leisure)	0.037345	0.079378	0.000010	0.000275	0.003469	-0.002954	0.920875
1	(sports_leisure)	(cool_stuff)	0.079378	0.037345	0.000010	0.000130	0.003469	-0.002954	0.962780
2	(cool_stuff)	(telephony)	0.037345	0.043175	0.000062	0.001652	0.038263	-0.001551	0.958409
3	(telephony)	(cool_stuff)	0.043175	0.037345	0.000062	0.001429	0.038263	-0.001551	0.964033
4	(cool_stuff)	(furniture_decor)	0.037345	0.066310	0.000041	0.001101	0.016609	-0.002435	0.934720
...	...	...	...	...	...	...	...	...	...
479	(baby)	(la_cuisine)	0.029664	0.000134	0.000010	0.000347	2.593148	0.000006	1.000213
480	(la_cuisine)	(garden_tools)	0.000134	0.036173	0.000010	0.076923	2.126558	0.000005	1.044146
481	(garden_tools)	(la_cuisine)	0.036173	0.000134	0.000010	0.000284	2.126558	0.000005	1.000151
482	(fashion_bags_accessories)	(fashion_childrens_clothes)	0.019166	0.000082	0.000021	0.001073	13.043991	0.000019	1.000992
483	(fashion_childrens_clothes)	(fashion_bags_accessories)	0.000082	0.019166	0.000021	0.250000	13.043991	0.000019	1.307779

484 rows × 9 columns

Pruning association rules

# Recover association rules for fpgrowth using support and a minimum threshold of 0.00005
rules_fp = association_rules(frequent_itemsets_fp, metric = 'confidence', min_threshold = 0.00005)

# Print rules header.
rules_fp

	antecedents	consequents	antecedent support	consequent support	support	confidence	lift	leverage	conviction
0	(cool_stuff)	(sports_leisure)	0.037345	0.079378	0.000010	0.000275	0.003469	-0.002954	0.920875
1	(sports_leisure)	(cool_stuff)	0.079378	0.037345	0.000010	0.000130	0.003469	-0.002954	0.962780
2	(cool_stuff)	(telephony)	0.037345	0.043175	0.000062	0.001652	0.038263	-0.001551	0.958409
3	(telephony)	(cool_stuff)	0.043175	0.037345	0.000062	0.001429	0.038263	-0.001551	0.964033
4	(cool_stuff)	(furniture_decor)	0.037345	0.066310	0.000041	0.001101	0.016609	-0.002435	0.934720
...	...	...	...	...	...	...	...	...	...
479	(baby)	(la_cuisine)	0.029664	0.000134	0.000010	0.000347	2.593148	0.000006	1.000213
480	(la_cuisine)	(garden_tools)	0.000134	0.036173	0.000010	0.076923	2.126558	0.000005	1.044146
481	(garden_tools)	(la_cuisine)	0.036173	0.000134	0.000010	0.000284	2.126558	0.000005	1.000151
482	(fashion_bags_accessories)	(fashion_childrens_clothes)	0.019166	0.000082	0.000021	0.001073	13.043991	0.000019	1.000992
483	(fashion_childrens_clothes)	(fashion_bags_accessories)	0.000082	0.019166	0.000021	0.250000	13.043991	0.000019	1.307779

484 rows × 9 columns

Visualizing patterns in metrics and comparing the output of apriori and fpgrowth algorithm

fig, ax = plt.subplots(4, figsize=(25, 30))
ax[0].scatter(x = rules['support'], y = rules['confidence'])
ax[0].set_xlabel("support")
ax[0].set_ylabel("confidence")

ax[1].scatter(x = rules['support'], y = rules['leverage'])
ax[1].set_xlabel("support")
ax[1].set_ylabel("leverage")

ax[2].scatter(x = rules['support'], y = rules['lift'])
ax[2].set_xlabel("support")
ax[2].set_ylabel("lift")

ax[3].scatter(x = rules['leverage'], y = rules['confidence'])
ax[3].set_xlabel("leverage")
ax[3].set_ylabel("confidence")

plt.show()

fig, ax = plt.subplots(4, figsize=(25, 30))
ax[0].scatter(x = rules_fp['support'], y = rules_fp['confidence'])
ax[0].set_xlabel("support")
ax[0].set_ylabel("confidence")

ax[1].scatter(x = rules_fp['support'], y = rules_fp['leverage'])
ax[1].set_xlabel("support")
ax[1].set_ylabel("leverage")

ax[2].scatter(x = rules_fp['support'], y = rules_fp['lift'])
ax[2].set_xlabel("support")
ax[2].set_ylabel("lift")

ax[3].scatter(x = rules_fp['leverage'], y = rules_fp['confidence'])
ax[3].set_xlabel("leverage")
ax[3].set_ylabel("confidence")

plt.show()

from pandas.plotting import scatter_matrix

scatter_matrix(rules, figsize=(25,25))
plt.show()

scatter_matrix(rules_fp, figsize=(25,25))
plt.show()

plt.figure(figsize=(15, 10))
sns.heatmap(rules.corr(), annot=True)

<matplotlib.axes._subplots.AxesSubplot at 0x1ac1d56aec8>

plt.figure(figsize=(15, 10))
sns.heatmap(rules_fp.corr(), annot=True)

<matplotlib.axes._subplots.AxesSubplot at 0x1ac1cec2ac8>

Save and load the models

import pickle

filename='catboost_model.sav'

pickle.dump(cl_cat, open(filename, 'wb'))

load_lr_model =pickle.load(open(filename, 'rb'))

score = load_lr_model.score(X_test, y_test)
print("Test score: {0:.2f} %".format(100 * score))

Test score: 95.88 %

y_load_pred = load_lr_model.predict(X_test)
print("accuracy: ",accuracy_score(y_test,y_load_pred))

accuracy:  0.9588235294117647